Densities of almost surely terminating probabilistic programs are differentiable almost everywhere

We study the differential properties of higher-order statistical probabilistic programs with recursion and conditioning. Our starting point is an open problem posed by Hongseok Yang: what class of statistical probabilistic programs have densities that are differentiable almost everywhere? To formali...

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书目详细资料
Main Authors: Mak, C, Ong, C-H, Paquet, H, Wagner, D
格式: Conference item
语言:English
出版: Springer 2021